I recently moved to Munich, Germany and wanted to find an apartment quickly. I used web scraping to build a database of listings from different real estate websites. By scraping over 1,000 listings per day, I was able to find apartments that weren't advertised elsewhere and ultimately found a great new home in Munich in just 2 weeks of searching.